{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "d27af0b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入数据处理库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 导入绘图库\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 导入相应的建模库\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf  # ACF与PACF\n",
    "import statsmodels.tsa.stattools as st  \t\t# AIC与BIC准则判断\n",
    "from statsmodels.tsa.arima.model import ARIMA  \t# ARIMA模型\n",
    "from statsmodels.graphics.api import qqplot  \t# 画QQ图\n",
    "from statsmodels.stats.stattools import durbin_watson  \t\t# 计算DW统计量\n",
    "\n",
    "# 设置绘图显示中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "569dd9ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date    0\n",
      "temp    0\n",
      "dtype: int64\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "fpath = './成都气温数据.csv'\n",
    "data = pd.read_csv(fpath)\n",
    "print(data.isnull().sum())\n",
    "print(data.duplicated().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "0f05a202",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>temp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-02-01 00:00:00</td>\n",
       "      <td>277.07828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-02-01 06:00:00</td>\n",
       "      <td>283.16382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-01 12:00:00</td>\n",
       "      <td>280.89215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-02-01 18:00:00</td>\n",
       "      <td>278.99203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-02-02 00:00:00</td>\n",
       "      <td>277.42760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2019-02-27 18:00:00</td>\n",
       "      <td>281.31650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2019-02-28 00:00:00</td>\n",
       "      <td>280.34683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2019-02-28 06:00:00</td>\n",
       "      <td>283.56427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2019-02-28 12:00:00</td>\n",
       "      <td>282.49580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2019-02-28 18:00:00</td>\n",
       "      <td>281.36932</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    date       temp\n",
       "0    2019-02-01 00:00:00  277.07828\n",
       "1    2019-02-01 06:00:00  283.16382\n",
       "2    2019-02-01 12:00:00  280.89215\n",
       "3    2019-02-01 18:00:00  278.99203\n",
       "4    2019-02-02 00:00:00  277.42760\n",
       "..                   ...        ...\n",
       "107  2019-02-27 18:00:00  281.31650\n",
       "108  2019-02-28 00:00:00  280.34683\n",
       "109  2019-02-28 06:00:00  283.56427\n",
       "110  2019-02-28 12:00:00  282.49580\n",
       "111  2019-02-28 18:00:00  281.36932\n",
       "\n",
       "[112 rows x 2 columns]"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "a43f11f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>temp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-02-01 00:00:00</td>\n",
       "      <td>3.92828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-02-01 06:00:00</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-01 12:00:00</td>\n",
       "      <td>7.74215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-02-01 18:00:00</td>\n",
       "      <td>5.84203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-02-02 00:00:00</td>\n",
       "      <td>4.27760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2019-02-27 18:00:00</td>\n",
       "      <td>8.16650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2019-02-28 00:00:00</td>\n",
       "      <td>7.19683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2019-02-28 06:00:00</td>\n",
       "      <td>10.41427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
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       "      <td>9.34580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2019-02-28 18:00:00</td>\n",
       "      <td>8.21932</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    date      temp\n",
       "0    2019-02-01 00:00:00   3.92828\n",
       "1    2019-02-01 06:00:00  10.01382\n",
       "2    2019-02-01 12:00:00   7.74215\n",
       "3    2019-02-01 18:00:00   5.84203\n",
       "4    2019-02-02 00:00:00   4.27760\n",
       "..                   ...       ...\n",
       "107  2019-02-27 18:00:00   8.16650\n",
       "108  2019-02-28 00:00:00   7.19683\n",
       "109  2019-02-28 06:00:00  10.41427\n",
       "110  2019-02-28 12:00:00   9.34580\n",
       "111  2019-02-28 18:00:00   8.21932\n",
       "\n",
       "[112 rows x 2 columns]"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 开氏温标转换成摄氏温标\n",
    "data.temp = data.temp.map(lambda x:x-273.15)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "eb181355",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2019-02-01 00:00:00     3.92828\n",
       "2019-02-01 06:00:00    10.01382\n",
       "2019-02-01 12:00:00     7.74215\n",
       "2019-02-01 18:00:00     5.84203\n",
       "2019-02-02 00:00:00     4.27760\n",
       "                         ...   \n",
       "2019-02-27 18:00:00     8.16650\n",
       "2019-02-28 00:00:00     7.19683\n",
       "2019-02-28 06:00:00    10.41427\n",
       "2019-02-28 12:00:00     9.34580\n",
       "2019-02-28 18:00:00     8.21932\n",
       "Length: 112, dtype: float64"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 转换为Series时间序列\n",
    "orig = pd.Series(data.temp.tolist(),index=pd.to_datetime(data.date.tolist()))\n",
    "orig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "b48a1db1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
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     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据重采样为逐日数据\n",
    "orig = orig.resample('D').mean()\n",
    "# 预览\n",
    "orig.plot(color = 'blue',figsize=(16,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "907a6951",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 划分训练集\n",
    "train_X  = orig['2019-02-01':'2019-02-27']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "d6b59af6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_diff(series,n):\n",
    "    # 画各阶差分预览\n",
    "    color_bar = ['blue', 'red', 'purple', 'pink']\n",
    "    diff_x = series\n",
    "    for i in range(n):\n",
    "        plt.figure(figsize=(24,8))\n",
    "        plt.title('diff '+ str(i+1))\n",
    "        diff_x = diff_x.diff(1)\n",
    "        diff_x.plot(color = color_bar[i%len(color_bar)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "a9924383",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看3阶以内差分\n",
    "plot_diff(train_X,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "3046af6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 差分序列\n",
    "train_X_diff1 = train_X.diff(1).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "fdd287f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画ACP和PACF\n",
    "fig = plt.figure(figsize=(16,8))\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax2 = fig.add_subplot(212)\n",
    "# ACF\n",
    "fig = plot_acf(train_X_diff1,lags=20,alpha=0.05,ax=ax1)\n",
    "# PACF\n",
    "fig = plot_pacf(train_X_diff1,lags=10,alpha=0.05,ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "dee5deb9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-invertible starting MA parameters found.'\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "d:\\freedong\\zhuzhu\\FullStackEngineer2025\\718BI_Data_Visualization_python_vue\\env\\Lib\\site-packages\\statsmodels\\base\\model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
     ]
    }
   ],
   "source": [
    "# 计算判定函数系数大小\n",
    "res = st.arma_order_select_ic(train_X_diff1,max_ar=4,max_ma=4,ic=['aic','bic'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "2feaac32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.int64(2), np.int64(1))"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制AIC热力图\n",
    "ax = sns.heatmap(res['aic'],annot=True,fmt='.2f',cmap='rainbow')\n",
    "ax.set_title('AIC')\n",
    "# 查看AIC准测最优阶数\n",
    "res.aic_min_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "eae6e91e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.int64(2), np.int64(1))"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制BIC热力图\n",
    "ax = sns.heatmap(res['bic'],annot=True,fmt='.2f',cmap='rainbow')\n",
    "ax.set_title('BIC')\n",
    "\n",
    "# 查看\n",
    "res.bic_min_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "95dcc9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DWL2.1950292144273593')"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1200 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 拟合模型\n",
    "model = ARIMA(train_X_diff1,order=(2,1,0)).fit()\n",
    "# 计算模型残差\n",
    "resid = model.resid\n",
    "# 画QQ图\n",
    "plt.figure(figsize=(12,12))\n",
    "qqplot(resid,line='q',fit=True)\n",
    "# D-W检验\n",
    "plt.title('DWL{}'.format(durbin_watson(resid.values)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "45a2e49a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预测\n",
    "pred = model.predict(start=0,end=len(train_X_diff1))\n",
    "# 可视化结果\n",
    "plt.figure(figsize=(24,8))\n",
    "plt.plot(train_X_diff1, color='blue', label='原始数据')\n",
    "plt.plot(pred,color='red',label='预测数据')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "235ebcf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 更改线型，黑白打印版本\n",
    "# 预测\n",
    "pred = model.predict(start=0,end=len(train_X_diff1))\n",
    "# 可视化结果\n",
    "plt.figure(figsize=(24,8))\n",
    "plt.plot(train_X_diff1, color='blue', label='原始数据')\n",
    "plt.plot(pred,color='red',linestyle='-.',label='预测数据')\n",
    "plt.legend(prop={'size':16})\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "fccaabff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Desktop-A10\\AppData\\Local\\Temp\\ipykernel_38488\\549319504.py:3: FutureWarning: ChainedAssignmentError: behaviour will change in pandas 3.0!\n",
      "You are setting values through chained assignment. Currently this works in certain cases, but when using Copy-on-Write (which will become the default behaviour in pandas 3.0) this will never work to update the original DataFrame or Series, because the intermediate object on which we are setting values will behave as a copy.\n",
      "A typical example is when you are setting values in a column of a DataFrame, like:\n",
      "\n",
      "df[\"col\"][row_indexer] = value\n",
      "\n",
      "Use `df.loc[row_indexer, \"col\"] = values` instead, to perform the assignment in a single step and ensure this keeps updating the original `df`.\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "\n",
      "  res.pred[pd.to_datetime('2019-02-01')] = res.orig[pd.to_datetime('2019-02-01')]\n"
     ]
    }
   ],
   "source": [
    "# 还原数据\n",
    "res = pd.DataFrame({'orig':orig,'pred':pred})\n",
    "res.pred[pd.to_datetime('2019-02-01')] = res.orig[pd.to_datetime('2019-02-01')]\n",
    "res.pred = res.pred.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "d5c00d0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24,8))\n",
    "plt.plot(res.orig,color='blue',label='原始数据')\n",
    "plt.plot(res.pred,color='red',label='预测数据')\n",
    "plt.legend()\n",
    "\n",
    "#添加分割线\n",
    "plt.axvline(x=pd.to_datetime('2019-02-27'),ls='-',c='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "277b8616",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#更改线型\n",
    "plt.figure(figsize=(24,8))\n",
    "plt.plot(res.orig,color='blue',label='原始数据')\n",
    "plt.plot(res.pred,color='red',linestyle='-.',label='预测数据')\n",
    "plt.legend(prop={'size':16})\n",
    "\n",
    "#添加分割线\n",
    "plt.axvline(x=pd.to_datetime('2019-02-27'),ls='--',c='green')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
